Parsing TTree Formula in Python
Uproot can read ROOT files directly in pure Python but cannot (yet) compute expressions in ROOT's TTreeFormula expression language. Despite its popularity, this language has only one implementation and no formal specification. In a package called "formulate," we defined the language...
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| Main Authors | , |
|---|---|
| Format | Journal Article |
| Language | English |
| Published |
25.02.2025
|
| Subjects | |
| Online Access | Get full text |
| DOI | 10.48550/arxiv.2502.18266 |
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| Abstract | Uproot can read ROOT files directly in pure Python but cannot (yet) compute
expressions in ROOT's TTreeFormula expression language. Despite its popularity,
this language has only one implementation and no formal specification. In a
package called "formulate," we defined the language's syntax in standard BNF
and parse it with Lark, a fast and modern parsing toolkit in Python. With
formulate, users can now convert ROOT TTreeFormula expressions into NumExpr and
Awkward Array manipulations.
In this contribution, we describe BNF notation and the Look Ahead Left to
Right (LALR) parsing algorithm, which scales linearly with expression length.
We also present the challenges with interpreting TTreeFormula expressions as a
functional language; some function-like forms can't be expressed as true
functions. We also describe the design of the abstract syntax tree that
facilitates conversion between the three languages. The formulate package has
zero package dependencies, so we are adding it as one of Uproot's dependencies
so that Uproot will be able to use TTreeFormula expressions, whether they are
hand-written or embedded in a ROOT file as TTree aliases. |
|---|---|
| AbstractList | Uproot can read ROOT files directly in pure Python but cannot (yet) compute
expressions in ROOT's TTreeFormula expression language. Despite its popularity,
this language has only one implementation and no formal specification. In a
package called "formulate," we defined the language's syntax in standard BNF
and parse it with Lark, a fast and modern parsing toolkit in Python. With
formulate, users can now convert ROOT TTreeFormula expressions into NumExpr and
Awkward Array manipulations.
In this contribution, we describe BNF notation and the Look Ahead Left to
Right (LALR) parsing algorithm, which scales linearly with expression length.
We also present the challenges with interpreting TTreeFormula expressions as a
functional language; some function-like forms can't be expressed as true
functions. We also describe the design of the abstract syntax tree that
facilitates conversion between the three languages. The formulate package has
zero package dependencies, so we are adding it as one of Uproot's dependencies
so that Uproot will be able to use TTreeFormula expressions, whether they are
hand-written or embedded in a ROOT file as TTree aliases. |
| Author | Roy, Aryan Pivarski, Jim |
| Author_xml | – sequence: 1 givenname: Aryan surname: Roy fullname: Roy, Aryan – sequence: 2 givenname: Jim surname: Pivarski fullname: Pivarski, Jim |
| BackLink | https://doi.org/10.48550/arXiv.2502.18266$$DView paper in arXiv |
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| Snippet | Uproot can read ROOT files directly in pure Python but cannot (yet) compute
expressions in ROOT's TTreeFormula expression language. Despite its popularity,... |
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| SubjectTerms | Computer Science - Programming Languages Physics - High Energy Physics - Experiment |
| Title | Parsing TTree Formula in Python |
| URI | https://arxiv.org/abs/2502.18266 |
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